{"id":"W2992568580","doi":"","title":"Medical Student Second Language Abilities and Confidence in Clinical Use: Mandarin Pilot","year":2018,"lang":"en","type":"article","venue":"UBC Faculty of Medicine medical journal","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mandarin Chinese; Medical education; Coaching; Medicine; Resource (disambiguation); Psychology; Computer science; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01474605,0.0001841317,0.00074148,0.0001720643,0.0004416191,0.00001166984,0.0007922166,0.0004325254,0.01686469],"category_scores_gemma":[0.02646986,0.0001237227,0.0000623493,0.0001553832,0.002727014,0.0001156013,0.0004002299,0.003778519,0.00004323474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000105962,"about_ca_system_score_gemma":0.001229996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001366991,"about_ca_topic_score_gemma":0.002846151,"domain_scores_codex":[0.9919086,0.002670024,0.002553984,0.0002819739,0.002072172,0.0005132808],"domain_scores_gemma":[0.9922344,0.004999702,0.0005912266,0.0004276257,0.0007079326,0.001039093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006096667,0.0003549227,0.8028992,0.0005586087,0.00008724476,0.0002173982,0.0709703,7.56283e-8,0.00002644707,0.00418944,0.06327558,0.05681111],"study_design_scores_gemma":[0.01147879,0.004492027,0.8030322,0.01650093,0.00004742987,0.0005987347,0.1088477,0.0006254496,0.00001272756,0.001850837,0.05218844,0.0003246803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9461526,0.0008786438,0.0003428008,0.04618804,0.001625198,0.0002914065,0.00001483305,0.00003389658,0.004472538],"genre_scores_gemma":[0.9863594,0.0008605006,0.0003034845,0.009504761,0.001792828,0.0000174876,0.00001210436,0.00001636904,0.00113307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05648643,"threshold_uncertainty_score":0.999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1376020511835179,"score_gpt":0.5533433424475295,"score_spread":0.4157412912640116,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}